Submitter | Variables | Constraints | Density | Status | Group | Objective | MPS File |
---|---|---|---|---|---|---|---|

Laurent Sorber | 19539 | 229742 | 1.67584e-04 | open | fastxgemm | 3101.998498499999* | fastxgemm-n3r22s4t6.mps.gz |

Naive multiplication of two N by N matrices requires N^3 scalar multiplications. For N=2, Strassen showed that it could be done in only R=7 < 8=N^3 multiplications. For N=3, it is known that 19 <= R <= 23, and for N=4 it is known that 34 <= R <= 49. This repository contains code that generates a mixed-integer linear program (MILP) formulation of the fast matrix multiplication problem for finding solutions with R < N^3 and proving that they are optimal. For a more detailed description, see the accompanying manuscript.

Detailed explanation of the following tables can be found here.

Original | Presolved | |
---|---|---|

Variables | 19539 | 19539 |

Constraints | 229742 | 229742 |

Binaries | 396 | 396 |

Integers | 0 | 1188 |

Continuous | 19143 | 17955 |

Implicit Integers | 0 | 1188 |

Fixed Variables | 0 | 0 |

Nonzero Density | 0.000167584 | 0.000167584 |

Nonzeroes | 752274 | 752274 |

Original | Presolved | |
---|---|---|

Total | 229742 | 229742 |

Empty | 0 | 0 |

Free | 0 | 0 |

Singleton | 0 | 0 |

Aggregations | 0 | 0 |

Precedence | 48708 | 0 |

Variable Bound | 48708 | 97416 |

Set Partitioning | 0 | 594 |

Set Packing | 0 | 0 |

Set Covering | 0 | 93 |

Cardinality | 0 | 0 |

Invariant Knapsack | 0 | 0 |

Equation Knapsack | 0 | 0 |

Bin Packing | 0 | 0 |

Knapsack | 0 | 0 |

Integer Knapsack | 0 | 0 |

Mixed Binary | 132326 | 2741 |

General Linear | 0 | 128898 |

Indicator | 0 | 0 |

Available nonzero structure and decomposition information. Further information can be found here.

Decomposed structure of original problem (dec-file)

Decomposed structure after trivial presolving (dec-file)

value | min | median | mean | max | |
---|---|---|---|---|---|

Components | 1.361728 | ||||

Constraint % | 4.46588 | 4.46588 | 4.46588 | 4.46588 | |

Variable % | 4.14556 | 4.14556 | 4.14556 | 4.14556 | |

Score | 0.941764 |

Find solutions below. Download the archive containing all solutions from the Download page.

`## Warning in lapply(df["exactobjval"], as.numeric): NAs introduced by coercion`

ID | Objective | Exact | Int. Viol | Cons. Viol | Obj. Viol | Submitter | Date | Description |
---|---|---|---|---|---|---|---|---|

4 | 3101.998 | 0 | 5e-07 | 0 | Edward Rothberg | 2019-12-13 | Obtained with Gurobi 9.0 | |

3 | 6084.000 | 6084 | 0 | 0e+00 | 0 | Frederic Didier | 2020-01-22 | Obtained with Google OR-tools using 8 Threads through generating subproblems by fixing part of the current solution and trying to solve them with a sub CP-SAT solver |

2 | 6087.000 | 0 | 0e+00 | 0 | Robert Ashford and Alkis Vazacopoulus | 2019-12-18 | Found using ODH|CPlex | |

1 | 21084.000 | 21084 | 0 | 0e+00 | 0 | - | 2018-10-13 | Solution found during MIPLIB2017 problem selection. |

The following instances are most similar to fastxgemm-n3r22s4t6 in the collection. This similarity analysis is based on 100 scaled instance features describing properties of the variables, objective function, bounds, constraints, and right hand sides.

```
@misc{Sorber2017,
author = {Laurent Sorber and Marc Van Barel},
title = {{A mixed-integer linear program formulation for fast matrix multiplication}},
howpublished = "\url{https://github.com/lsorber/fast-matrix-multiplication/blob/master/latex/fast-matrix-multiplication.pdf}",
day = {30},
month = {April},
year = {2017},
note = "[Online]"
}
```

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